Architecture and Tutorial on Retrieval Augmented Generation (RAG) with Knowledge Graph.
Google Vertex AI Agent Builder is used to create an Agent - that orchestrates the RAG flow - by using Gemini as Generation Model (LLM) and Cloud Function to interface with Neo4J Graph Database.
Our use case is to use Natural Language Queries to chat with a Graph Database that has a Flight Graph. So, user may query for available flights between cities/airports.
Github Repo: https://github.com/architecturebytes/graphrag
#generativeai #aiagents #vertexai #RetrievalAugmentedGeneration #neo4j #graphdatabase
Timelines:
00:04 Use-Case
01:06 Architecture
02:41 Tutorial
06:11 Neo4j Explorer - Graph
07:02 Vertex AI Agent Setup
13:04 Phone Integration
13:35 Demo
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GraphRAG - RAG with Knowledge Graph Tutorial | Vertex AI Agent & Neo4j | NatokHD